Other issues

• change of support
  • data at different scales: e.g., local exposure information and area-based health outcome statistics
  • try to use your data at their natural scales without aggregating
• interpolation vs. smoothing
• be careful of extrapolation
• cross-validation to check/compare models
  • leave-one-out
  • n-fold (say 10-fold)